講演抄録/キーワード |
講演名 |
2011-10-14 16:05
Unicursal Gesture Recognition with Support Vector Machines Using Distance to Borders ○Bessie Chan・Ryosuke Aoki・Masayuki Ihara・Minoru Kobayashi・Toru Kobayashi(NTT)・Shingo Kagami(Tohoku Univ.) MVE2011-54 |
抄録 |
(和) |
Vision-based recognition systems using hand gestures to control applications like TV menus are gaining popularity in the market. To improve gesture recognition, we propose a combination of Support Vector Machines (SVM) and Distance to Border features (DtB) to recognize unicursal shapes drawn by finger motion or hand shapes such as peace sign. Two SVM models are trained and combined to classify each gesture. Our algorithm is simple, easily implemented but proper image processing for hand gestures is required before classification using the algorithm. The performance of our proposed recognition algorithm is evaluated on eight unicursal shapes and results are reported. |
(英) |
Vision-based recognition systems using hand gestures to control applications like TV menus are gaining popularity in the market. To improve gesture recognition, we propose a combination of Support Vector Machines (SVM) and Distance to Border features (DtB) to recognize unicursal shapes drawn by finger motion or hand shapes such as peace sign. Two SVM models are trained and combined to classify each gesture. Our algorithm is simple, easily implemented but proper image processing for hand gestures is required before classification using the algorithm. The performance of our proposed recognition algorithm is evaluated on eight unicursal shapes and results are reported. |
キーワード |
(和) |
Gesture Recognition / Support Vector Machine / Distance to Border / Unicursal figure / / / / |
(英) |
Gesture Recognition / Support Vector Machine / Distance to Border / Unicursal figure / / / / |
文献情報 |
信学技報, vol. 111, no. 235, MVE2011-54, pp. 127-132, 2011年10月. |
資料番号 |
MVE2011-54 |
発行日 |
2011-10-06 (MVE) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
著作権に ついて |
技術研究報告に掲載された論文の著作権は電子情報通信学会に帰属します.(許諾番号:10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
PDFダウンロード |
MVE2011-54 |